Data Profiling Report

Brought to you by YData

Dataset statistics

Number of variables	17
Number of observations	7341
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	4
Duplicate rows (%)	0.1%
Total size in memory	975.1 KiB
Average record size in memory	136.0 B

Variable types

Categorical	1
DateTime	1
Numeric	15

Alerts

Dataset has 4 (0.1%) duplicate rows	Duplicates
`Balanca_Comercial` is highly overall correlated with `Exportacoes`	High correlation
`Consumo` is highly overall correlated with `Gastos_Governo` and 5 other fields	High correlation
`Exportacoes` is highly overall correlated with `Balanca_Comercial` and 1 other fields	High correlation
`Gastos_Governo` is highly overall correlated with `Consumo` and 4 other fields	High correlation
`Importacoes` is highly overall correlated with `Consumo` and 1 other fields	High correlation
`Investimento` is highly overall correlated with `Consumo` and 4 other fields	High correlation
`PIB` is highly overall correlated with `Consumo` and 7 other fields	High correlation
`Producao_Industrial` is highly overall correlated with `Consumo` and 4 other fields	High correlation
`Setor_Agricola` is highly overall correlated with `PIB`	High correlation
`Setor_Servicos` is highly overall correlated with `Consumo` and 4 other fields	High correlation
`Pais` is uniformly distributed	Uniform

Reproduction

Analysis started	2025-09-22 13:56:36.522340
Analysis finished	2025-09-22 13:57:12.815830
Duration	36.29 seconds
Software version	ydata-profiling vv4.16.1
Download configuration	config.json

Pais
Categorical

Uniform

Distinct	20
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Memory size	57.5 KiB

Brasil	385
Indonésia	368
EUA	366
China	366
Alemanha	366
Other values (15)	5490

Length

Max length	13
Median length	11
Mean length	7.2472415
Min length	3

Characters and Unicode

Total characters	53202
Distinct characters	39
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Brasil
2nd row	Brasil
3rd row	Brasil
4th row	Brasil
5th row	Brasil

Common Values

Value	Count	Frequency (%)
Brasil	385	5.2%
Indonésia	368	5.0%
EUA	366	5.0%
China	366	5.0%
Alemanha	366	5.0%
Japão	366	5.0%
Índia	366	5.0%
Reino Unido	366	5.0%
França	366	5.0%
Itália	366	5.0%
Other values (10)	3660	49.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
sul	732	8.0%
do	732	8.0%
brasil	385	4.2%
indonésia	368	4.0%
alemanha	366	4.0%
china	366	4.0%
eua	366	4.0%
índia	366	4.0%
japão	366	4.0%
reino	366	4.0%
Other values (13)	4758	51.9%

Most occurring characters

Value	Count	Frequency (%)
a	7341	13.8%
i	5511	10.4%
n	4396	8.3%
o	3296	6.2%
r	2581	4.9%
s	2217	4.2%
l	2215	4.2%
d	2198	4.1%
	1830	3.4%
u	1830	3.4%
Other values (29)	19787	37.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	53202	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	7341	13.8%
i	5511	10.4%
n	4396	8.3%
o	3296	6.2%
r	2581	4.9%
s	2217	4.2%
l	2215	4.2%
d	2198	4.1%
	1830	3.4%
u	1830	3.4%
Other values (29)	19787	37.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	53202	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	7341	13.8%
i	5511	10.4%
n	4396	8.3%
o	3296	6.2%
r	2581	4.9%
s	2217	4.2%
l	2215	4.2%
d	2198	4.1%
	1830	3.4%
u	1830	3.4%
Other values (29)	19787	37.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	53202	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	7341	13.8%
i	5511	10.4%
n	4396	8.3%
o	3296	6.2%
r	2581	4.9%
s	2217	4.2%
l	2215	4.2%
d	2198	4.1%
	1830	3.4%
u	1830	3.4%
Other values (29)	19787	37.2%

Data
Date

Distinct	366
Distinct (%)	5.0%
Missing	0
Missing (%)	0.0%
Memory size	57.5 KiB

Minimum	2024-01-01 00:00:00
Maximum	2024-12-31 00:00:00
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

PIB
Real number (ℝ)

High correlation

Distinct	7316
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50061.212

Minimum	8422.66
Maximum	85998.12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	8422.66
5-th percentile	33315.01
Q1	43372.91
median	50190.11
Q3	56875.63
95-th percentile	66339.25
Maximum	85998.12
Range	77575.46
Interquartile range (IQR)	13502.72

Descriptive statistics

Standard deviation	10005.73
Coefficient of variation (CV)	0.19986991
Kurtosis	-0.039364187
Mean	50061.212
Median Absolute Deviation (MAD)	6737.7
Skewness	-0.029875066
Sum	3.6749935 × 10⁸
Variance	1.0011463 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30199.16	18	0.2%
44700.43	3	< 0.1%
51881.41	2	< 0.1%
57083.18	2	< 0.1%
52428	2	< 0.1%
52832.56	2	< 0.1%
47255.09	2	< 0.1%
52606.77	2	< 0.1%
56811.3	1	< 0.1%
52906.48	1	< 0.1%
Other values (7306)	7306	99.5%

Value	Count	Frequency (%)
8422.66	1	< 0.1%
10599.92	1	< 0.1%
17833.46	1	< 0.1%
18001.82	1	< 0.1%
18501.67	1	< 0.1%
19134.41	1	< 0.1%
19597.67	1	< 0.1%
19620.39	1	< 0.1%
19643.43	1	< 0.1%
21123.03	1	< 0.1%

Value	Count	Frequency (%)
85998.12	1	< 0.1%
84647.14	1	< 0.1%
81722.47	1	< 0.1%
81197.94	1	< 0.1%
80919.92	1	< 0.1%
80668.91	1	< 0.1%
80376.82	1	< 0.1%
79281.65	1	< 0.1%
79009.75	1	< 0.1%
78055.82	1	< 0.1%

Consumo
Real number (ℝ)

High correlation

Distinct	7311
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	30125.559

Minimum	4897.24
Maximum	54187.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	4897.24
5-th percentile	19326.53
Q1	25523.37
median	29908.79
Q3	34649.65
95-th percentile	41447.52
Maximum	54187.33
Range	49290.09
Interquartile range (IQR)	9126.28

Descriptive statistics

Standard deviation	6693.3625
Coefficient of variation (CV)	0.22218218
Kurtosis	-0.040987349
Mean	30125.559
Median Absolute Deviation (MAD)	4541.9
Skewness	0.15555583
Sum	2.2115173 × 10⁸
Variance	44801102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16960.01	18	0.2%
30318.9	3	< 0.1%
29867.27	2	< 0.1%
33488.68	2	< 0.1%
31772.86	2	< 0.1%
33504.09	2	< 0.1%
27228.75	2	< 0.1%
32542.98	2	< 0.1%
26749.21	2	< 0.1%
27480.41	2	< 0.1%
Other values (7301)	7304	99.5%

Value	Count	Frequency (%)
4897.24	1	< 0.1%
6457.91	1	< 0.1%
9267.18	1	< 0.1%
9876.89	1	< 0.1%
10286	1	< 0.1%
10535.73	1	< 0.1%
10574.4	1	< 0.1%
10954.61	1	< 0.1%
11436.93	1	< 0.1%
11455.99	1	< 0.1%

Value	Count	Frequency (%)
54187.33	1	< 0.1%
54169.29	1	< 0.1%
53387.72	1	< 0.1%
53041.2	1	< 0.1%
52725.6	1	< 0.1%
52446.47	1	< 0.1%
51925.92	1	< 0.1%
51650.34	1	< 0.1%
51511.59	1	< 0.1%
51283.91	1	< 0.1%

Investimento
Real number (ℝ)

High correlation

Distinct	7289
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7496.2606

Minimum	1087.18
Maximum	16973.58
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1087.18
5-th percentile	4401.97
Q1	5964.35
median	7304.27
Q3	8867
95-th percentile	11160.72
Maximum	16973.58
Range	15886.4
Interquartile range (IQR)	2902.65

Descriptive statistics

Standard deviation	2087.4795
Coefficient of variation (CV)	0.27846944
Kurtosis	-0.072550078
Mean	7496.2606
Median Absolute Deviation (MAD)	1447.53
Skewness	0.41410804
Sum	55030049
Variance	4357570.5
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4048.93	18	0.2%
7001.85	3	< 0.1%
5095.46	2	< 0.1%
5997.51	2	< 0.1%
5820.29	2	< 0.1%
8198.26	2	< 0.1%
6630.81	2	< 0.1%
7376.33	2	< 0.1%
7796.94	2	< 0.1%
9360.9	2	< 0.1%
Other values (7279)	7304	99.5%

Value	Count	Frequency (%)
1087.18	1	< 0.1%
1319.81	1	< 0.1%
2082.56	1	< 0.1%
2177.02	1	< 0.1%
2285.41	1	< 0.1%
2392.21	1	< 0.1%
2447.06	1	< 0.1%
2481.16	1	< 0.1%
2599.06	1	< 0.1%
2602.68	1	< 0.1%

Value	Count	Frequency (%)
16973.58	1	< 0.1%
14982.67	1	< 0.1%
14840.16	1	< 0.1%
14692.5	1	< 0.1%
14668.62	1	< 0.1%
14648.09	1	< 0.1%
14563.02	1	< 0.1%
14551.33	1	< 0.1%
14516.8	1	< 0.1%
14515.94	1	< 0.1%

Gastos_Governo
Real number (ℝ)

High correlation

Distinct	7285
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9991.2824

Minimum	1430.28
Maximum	18817.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1430.28
5-th percentile	6200.67
Q1	8210.92
median	9867.22
Q3	11621.87
95-th percentile	14342.49
Maximum	18817.3
Range	17387.02
Interquartile range (IQR)	3410.95

Descriptive statistics

Standard deviation	2484.8513
Coefficient of variation (CV)	0.24870194
Kurtosis	-0.11544567
Mean	9991.2824
Median Absolute Deviation (MAD)	1701.91
Skewness	0.28485503
Sum	73346004
Variance	6174485.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5507.81	18	0.2%
11058.2	3	< 0.1%
9886.4	2	< 0.1%
8021.19	2	< 0.1%
11475.61	2	< 0.1%
10713.55	2	< 0.1%
7927.72	2	< 0.1%
9320.94	2	< 0.1%
9369.44	2	< 0.1%
8301.78	2	< 0.1%
Other values (7275)	7304	99.5%

Value	Count	Frequency (%)
1430.28	1	< 0.1%
1595.36	1	< 0.1%
3298.72	1	< 0.1%
3346.93	1	< 0.1%
3463.74	1	< 0.1%
3469.5	1	< 0.1%
3606.84	1	< 0.1%
3615.17	1	< 0.1%
3627.3	1	< 0.1%
3717.87	1	< 0.1%

Value	Count	Frequency (%)
18817.3	1	< 0.1%
18738.46	1	< 0.1%
18420.1	1	< 0.1%
18273.46	1	< 0.1%
18262.61	1	< 0.1%
18256.52	1	< 0.1%
18161.74	1	< 0.1%
18132.44	1	< 0.1%
18114.04	1	< 0.1%
18056.92	1	< 0.1%

Exportacoes
Real number (ℝ)

High correlation

Distinct	7293
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9987.1584

Minimum	863.67
Maximum	22974.34
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	863.67
5-th percentile	4947.09
Q1	7158.35
median	9602.04
Q3	12495.15
95-th percentile	16307.17
Maximum	22974.34
Range	22110.67
Interquartile range (IQR)	5336.8

Descriptive statistics

Standard deviation	3550.1295
Coefficient of variation (CV)	0.35546943
Kurtosis	-0.41131349
Mean	9987.1584
Median Absolute Deviation (MAD)	2611.5
Skewness	0.43008654
Sum	73315730
Variance	12603420
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5393.09	18	0.2%
6854.51	3	< 0.1%
8011.87	2	< 0.1%
9846.57	2	< 0.1%
6442.74	2	< 0.1%
13074.13	2	< 0.1%
8562.23	2	< 0.1%
6938.48	2	< 0.1%
5083.17	2	< 0.1%
17813.54	2	< 0.1%
Other values (7283)	7304	99.5%

Value	Count	Frequency (%)
863.67	1	< 0.1%
1725.91	1	< 0.1%
2429.64	1	< 0.1%
2698.7	1	< 0.1%
2709.58	1	< 0.1%
2765.34	1	< 0.1%
2820.88	1	< 0.1%
2883.52	1	< 0.1%
2916.78	1	< 0.1%
2920.4	1	< 0.1%

Value	Count	Frequency (%)
22974.34	1	< 0.1%
22741.72	1	< 0.1%
22199.17	1	< 0.1%
22108.28	1	< 0.1%
21916.47	1	< 0.1%
21598.72	1	< 0.1%
21252.46	1	< 0.1%
21172.84	1	< 0.1%
21150.21	1	< 0.1%
20853.07	1	< 0.1%

Importacoes
Real number (ℝ)

High correlation

Distinct	7293
Distinct (%)	99.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8731.0558

Minimum	1270.9
Maximum	19969.82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1270.9
5-th percentile	4583.79
Q1	6538.26
median	8485.62
Q3	10708.97
95-th percentile	13714.02
Maximum	19969.82
Range	18698.92
Interquartile range (IQR)	4170.71

Descriptive statistics

Standard deviation	2827.2315
Coefficient of variation (CV)	0.32381324
Kurtosis	-0.27008292
Mean	8731.0558
Median Absolute Deviation (MAD)	2060.57
Skewness	0.40839337
Sum	64094681
Variance	7993238.1
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3359.12	18	0.2%
5613.33	3	< 0.1%
7622.61	3	< 0.1%
7758.33	2	< 0.1%
8853.72	2	< 0.1%
9573.69	2	< 0.1%
6935.32	2	< 0.1%
8080.6	2	< 0.1%
5316.86	2	< 0.1%
12240.67	2	< 0.1%
Other values (7283)	7303	99.5%

Value	Count	Frequency (%)
1270.9	1	< 0.1%
1574.65	1	< 0.1%
2201.23	1	< 0.1%
2576.97	1	< 0.1%
2697.64	1	< 0.1%
2740.7	1	< 0.1%
2803.97	1	< 0.1%
2840.84	1	< 0.1%
2884.36	1	< 0.1%
2906.43	1	< 0.1%

Value	Count	Frequency (%)
19969.82	1	< 0.1%
18976.77	1	< 0.1%
18886.56	1	< 0.1%
18437.28	1	< 0.1%
18383.09	1	< 0.1%
18266.31	1	< 0.1%
18250.92	1	< 0.1%
18241.92	1	< 0.1%
18209.17	1	< 0.1%
17920.09	1	< 0.1%

Inflacao
Real number (ℝ)

Distinct	101
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5050865

Minimum	0
Maximum	1
Zeros	30
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05
Q1	0.26
median	0.51
Q3	0.75
95-th percentile	0.95
Maximum	1
Range	1
Interquartile range (IQR)	0.49

Descriptive statistics

Standard deviation	0.28752625
Coefficient of variation (CV)	0.5692614
Kurtosis	-1.1894173
Mean	0.5050865
Median Absolute Deviation (MAD)	0.25
Skewness	-0.02148474
Sum	3707.84
Variance	0.082671345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.87	104	1.4%
0.63	91	1.2%
0.15	89	1.2%
0.3	88	1.2%
0.52	87	1.2%
0.85	87	1.2%
0.44	86	1.2%
0.47	85	1.2%
0.71	85	1.2%
0.34	85	1.2%
Other values (91)	6454	87.9%

Value	Count	Frequency (%)
0	30	0.4%
0.01	77	1.0%
0.02	65	0.9%
0.03	66	0.9%
0.04	68	0.9%
0.05	74	1.0%
0.06	78	1.1%
0.07	72	1.0%
0.08	74	1.0%
0.09	67	0.9%

Value	Count	Frequency (%)
1	47	0.6%
0.99	60	0.8%
0.98	76	1.0%
0.97	77	1.0%
0.96	75	1.0%
0.95	77	1.0%
0.94	77	1.0%
0.93	73	1.0%
0.92	53	0.7%
0.91	78	1.1%

Desemprego
Real number (ℝ)

Distinct	1199
Distinct (%)	16.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.9988762

Minimum	3
Maximum	15
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	3
5-th percentile	3.61
Q1	5.93
median	8.98
Q3	12.04
95-th percentile	14.43
Maximum	15
Range	12
Interquartile range (IQR)	6.11

Descriptive statistics

Standard deviation	3.4979157
Coefficient of variation (CV)	0.38870584
Kurtosis	-1.2244136
Mean	8.9988762
Median Absolute Deviation (MAD)	3.06
Skewness	0.004823673
Sum	66060.75
Variance	12.235414
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.82	25	0.3%
5.57	16	0.2%
5.35	15	0.2%
10.57	14	0.2%
3.02	14	0.2%
6.24	14	0.2%
13.21	13	0.2%
4.85	13	0.2%
13.71	13	0.2%
14.69	13	0.2%
Other values (1189)	7191	98.0%

Value	Count	Frequency (%)
3	5	0.1%
3.01	6	0.1%
3.02	14	0.2%
3.03	11	0.1%
3.04	5	0.1%
3.05	6	0.1%
3.06	9	0.1%
3.07	5	0.1%
3.08	6	0.1%
3.09	5	0.1%

Value	Count	Frequency (%)
15	2	< 0.1%
14.99	6	0.1%
14.98	8	0.1%
14.97	9	0.1%
14.96	4	0.1%
14.95	11	0.1%
14.94	9	0.1%
14.93	9	0.1%
14.92	5	0.1%
14.91	3	< 0.1%

Taxa_Juros
Real number (ℝ)

Distinct	1001
Distinct (%)	13.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9988421

Minimum	0
Maximum	10
Zeros	4
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.53
Q1	2.5
median	4.97
Q3	7.48
95-th percentile	9.5
Maximum	10
Range	10
Interquartile range (IQR)	4.98

Descriptive statistics

Standard deviation	2.8903447
Coefficient of variation (CV)	0.57820283
Kurtosis	-1.2018079
Mean	4.9988421
Median Absolute Deviation (MAD)	2.49
Skewness	0.0095322029
Sum	36696.5
Variance	8.3540922
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.62	25	0.3%
9.84	17	0.2%
8.62	16	0.2%
4.13	16	0.2%
4.4	15	0.2%
2.56	15	0.2%
8.95	15	0.2%
3.66	14	0.2%
3.48	14	0.2%
0.95	14	0.2%
Other values (991)	7180	97.8%

Value	Count	Frequency (%)
0	4	0.1%
0.01	6	0.1%
0.02	6	0.1%
0.03	11	0.1%
0.04	6	0.1%
0.05	9	0.1%
0.06	5	0.1%
0.07	4	0.1%
0.08	4	0.1%
0.09	3	< 0.1%

Value	Count	Frequency (%)
10	3	< 0.1%
9.99	10	0.1%
9.98	4	0.1%
9.97	6	0.1%
9.96	8	0.1%
9.95	11	0.1%
9.94	11	0.1%
9.93	8	0.1%
9.92	6	0.1%
9.91	8	0.1%

Divida_Publica
Real number (ℝ)

Distinct	7319
Distinct (%)	99.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	37504.932

Minimum	8422.6
Maximum	92356.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	8422.6
5-th percentile	15763.99
Q1	24918.73
median	35965.27
Q3	48630.97
95-th percentile	64531.18
Maximum	92356.67
Range	83934.07
Interquartile range (IQR)	23712.24

Descriptive statistics

Standard deviation	15338.101
Coefficient of variation (CV)	0.40896224
Kurtosis	-0.5253271
Mean	37504.932
Median Absolute Deviation (MAD)	11751.58
Skewness	0.40630268
Sum	2.753237 × 10⁸
Variance	2.3525734 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11264.13	18	0.2%
17291.85	3	< 0.1%
43677.18	2	< 0.1%
52265.25	2	< 0.1%
21617.25	2	< 0.1%
62426.18	1	< 0.1%
19325.99	1	< 0.1%
29155.69	1	< 0.1%
31050.37	1	< 0.1%
51846.33	1	< 0.1%
Other values (7309)	7309	99.6%

Value	Count	Frequency (%)
8422.6	1	< 0.1%
8729.44	1	< 0.1%
8756	1	< 0.1%
8957.43	1	< 0.1%
9031.66	1	< 0.1%
9050.97	1	< 0.1%
9280.92	1	< 0.1%
9309.14	1	< 0.1%
9337.78	1	< 0.1%
9430.3	1	< 0.1%

Value	Count	Frequency (%)
92356.67	1	< 0.1%
92283.17	1	< 0.1%
90435.04	1	< 0.1%
90198.11	1	< 0.1%
88428.69	1	< 0.1%
87781.02	1	< 0.1%
86275.52	1	< 0.1%
85779.81	1	< 0.1%
85759.49	1	< 0.1%
85227.91	1	< 0.1%

Producao_Industrial
Real number (ℝ)

High correlation

Distinct	7299
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13784.155

Minimum	1830.61
Maximum	29052.28
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1830.61
5-th percentile	8380.94
Q1	11253.68
median	13499.96
Q3	16112.52
95-th percentile	20074.36
Maximum	29052.28
Range	27221.67
Interquartile range (IQR)	4858.84

Descriptive statistics

Standard deviation	3554.8799
Coefficient of variation (CV)	0.2578961
Kurtosis	-0.027515545
Mean	13784.155
Median Absolute Deviation (MAD)	2407.46
Skewness	0.34591178
Sum	1.0118949 × 10⁸
Variance	12637171
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6462.05	18	0.2%
15445.67	3	< 0.1%
15604.35	2	< 0.1%
12782.95	2	< 0.1%
15967.93	2	< 0.1%
13478.37	2	< 0.1%
12395.7	2	< 0.1%
10906.19	2	< 0.1%
13475.5	2	< 0.1%
18844.47	2	< 0.1%
Other values (7289)	7304	99.5%

Value	Count	Frequency (%)
1830.61	1	< 0.1%
3060.63	1	< 0.1%
3965.76	1	< 0.1%
4191.54	1	< 0.1%
4286.39	1	< 0.1%
4583.71	1	< 0.1%
4905.97	1	< 0.1%
4959.16	1	< 0.1%
5085.73	1	< 0.1%
5091.82	1	< 0.1%

Value	Count	Frequency (%)
29052.28	1	< 0.1%
27141.24	1	< 0.1%
26210.78	1	< 0.1%
26128.34	1	< 0.1%
25891.44	1	< 0.1%
25530.73	1	< 0.1%
25500.92	1	< 0.1%
25462.26	1	< 0.1%
25425.06	1	< 0.1%
25177.19	1	< 0.1%

Setor_Agricola
Real number (ℝ)

High correlation

Distinct	7283
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4973.9071

Minimum	490.87
Maximum	11443.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	490.87
5-th percentile	2460.32
Q1	3565.59
median	4762.76
Q3	6201.7
95-th percentile	8231.06
Maximum	11443.89
Range	10953.02
Interquartile range (IQR)	2636.11

Descriptive statistics

Standard deviation	1786.2102
Coefficient of variation (CV)	0.35911611
Kurtosis	-0.36319812
Mean	4973.9071
Median Absolute Deviation (MAD)	1318.99
Skewness	0.47386752
Sum	36513452
Variance	3190546.8
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3156.13	18	0.2%
4729.56	3	< 0.1%
8149.64	2	< 0.1%
5535.46	2	< 0.1%
6200.59	2	< 0.1%
3790.92	2	< 0.1%
4976.22	2	< 0.1%
4601.36	2	< 0.1%
4354.45	2	< 0.1%
7261.59	2	< 0.1%
Other values (7273)	7304	99.5%

Value	Count	Frequency (%)
490.87	1	< 0.1%
883.28	1	< 0.1%
1165.33	1	< 0.1%
1234.34	1	< 0.1%
1262	1	< 0.1%
1390.16	1	< 0.1%
1443.28	1	< 0.1%
1443.96	1	< 0.1%
1518.04	1	< 0.1%
1518.24	1	< 0.1%

Value	Count	Frequency (%)
11443.89	1	< 0.1%
11421.98	1	< 0.1%
10981.31	1	< 0.1%
10927.87	1	< 0.1%
10852.83	1	< 0.1%
10770.15	1	< 0.1%
10741.56	1	< 0.1%
10739.59	1	< 0.1%
10687.38	1	< 0.1%
10629.09	1	< 0.1%

Setor_Servicos
Real number (ℝ)

High correlation

Distinct	7311
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25051.142

Minimum	4695.95
Maximum	45572.33
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	4695.95
5-th percentile	15854.72
Q1	21003.51
median	24776.04
Q3	28884.03
95-th percentile	35157.82
Maximum	45572.33
Range	40876.38
Interquartile range (IQR)	7880.52

Descriptive statistics

Standard deviation	5874.4432
Coefficient of variation (CV)	0.23449802
Kurtosis	-0.019284353
Mean	25051.142
Median Absolute Deviation (MAD)	3921.88
Skewness	0.23577408
Sum	1.8390043 × 10⁸
Variance	34509083
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12300.6	18	0.2%
25486.37	3	< 0.1%
20917.63	2	< 0.1%
25335.95	2	< 0.1%
19926.35	2	< 0.1%
27423.53	2	< 0.1%
23266.76	2	< 0.1%
26534.73	2	< 0.1%
23813.33	2	< 0.1%
20382.54	2	< 0.1%
Other values (7301)	7304	99.5%

Value	Count	Frequency (%)
4695.95	1	< 0.1%
5423.14	1	< 0.1%
7498.92	1	< 0.1%
7926.03	1	< 0.1%
8972.01	1	< 0.1%
9213.43	1	< 0.1%
9739.9	1	< 0.1%
9860.82	1	< 0.1%
9873.59	1	< 0.1%
9899.5	1	< 0.1%

Value	Count	Frequency (%)
45572.33	1	< 0.1%
45201	1	< 0.1%
44576.48	1	< 0.1%
44358.4	1	< 0.1%
44052.76	1	< 0.1%
43952.46	1	< 0.1%
43895.46	1	< 0.1%
43853.37	1	< 0.1%
43815.02	1	< 0.1%
43813.31	1	< 0.1%

Balanca_Comercial
Real number (ℝ)

High correlation

Distinct	7298
Distinct (%)	99.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1256.1026

Minimum	-10739.44
Maximum	14100.35
Zeros	0
Zeros (%)	0.0%
Negative	2752
Negative (%)	37.5%
Memory size	57.5 KiB

Quantile statistics

Minimum	-10739.44
5-th percentile	-4769.05
Q1	-1291.72
median	1212.82
Q3	3756.54
95-th percentile	7432.77
Maximum	14100.35
Range	24839.79
Interquartile range (IQR)	5048.26

Descriptive statistics

Standard deviation	3684.6422
Coefficient of variation (CV)	2.9333927
Kurtosis	-0.30513647
Mean	1256.1026
Median Absolute Deviation (MAD)	2527.66
Skewness	0.081731245
Sum	9221049.1
Variance	13576588
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2033.97	18	0.2%
1241.18	3	< 0.1%
-684.12	2	< 0.1%
-233.69	2	< 0.1%
-1291.72	2	< 0.1%
1671.74	2	< 0.1%
-397.41	2	< 0.1%
1963.19	2	< 0.1%
644.34	2	< 0.1%
3722.62	2	< 0.1%
Other values (7288)	7304	99.5%

Value	Count	Frequency (%)
-10739.44	1	< 0.1%
-10019.95	1	< 0.1%
-9612.09	1	< 0.1%
-9513.46	1	< 0.1%
-9499.63	1	< 0.1%
-9096.91	1	< 0.1%
-8851.33	1	< 0.1%
-8836.08	1	< 0.1%
-8807.31	1	< 0.1%
-8668.95	1	< 0.1%

Value	Count	Frequency (%)
14100.35	1	< 0.1%
12493.62	1	< 0.1%
12211.06	1	< 0.1%
12095.09	1	< 0.1%
12080	1	< 0.1%
12012.43	1	< 0.1%
11983.24	1	< 0.1%
11842.74	1	< 0.1%
11715.15	1	< 0.1%
11687.18	1	< 0.1%

Crescimento_PIB
Real number (ℝ)

Distinct	301
Distinct (%)	4.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.50400354

Minimum	-1
Maximum	2
Zeros	16
Zeros (%)	0.2%
Negative	2431
Negative (%)	33.1%
Memory size	57.5 KiB

Quantile statistics

Minimum	-1
5-th percentile	-0.84
Q1	-0.25
median	0.5
Q3	1.24
95-th percentile	1.85
Maximum	2
Range	3
Interquartile range (IQR)	1.49

Descriptive statistics

Standard deviation	0.85860742
Coefficient of variation (CV)	1.7035742
Kurtosis	-1.1950066
Mean	0.50400354
Median Absolute Deviation (MAD)	0.75
Skewness	0.0027149244
Sum	3699.89
Variance	0.73720671
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.17	49	0.7%
1.41	39	0.5%
-0.25	38	0.5%
-0.58	36	0.5%
1.31	35	0.5%
-0.39	35	0.5%
1.71	35	0.5%
-0.29	34	0.5%
1.06	34	0.5%
0.08	34	0.5%
Other values (291)	6972	95.0%

Value	Count	Frequency (%)
-1	5	0.1%
-0.99	21	0.3%
-0.98	22	0.3%
-0.97	13	0.2%
-0.96	31	0.4%
-0.95	33	0.4%
-0.94	27	0.4%
-0.93	25	0.3%
-0.92	16	0.2%
-0.91	22	0.3%

Value	Count	Frequency (%)
2	13	0.2%
1.99	17	0.2%
1.98	21	0.3%
1.97	15	0.2%
1.96	19	0.3%
1.95	28	0.4%
1.94	28	0.4%
1.93	24	0.3%
1.92	30	0.4%
1.91	27	0.4%

	Balanca_Comercial	Consumo	Crescimento_PIB	Desemprego	Divida_Publica	Exportacoes	Gastos_Governo	Importacoes	Inflacao	Investimento	PIB	Pais	Producao_Industrial	Setor_Agricola	Setor_Servicos	Taxa_Juros
Balanca_Comercial	1.000	0.054	0.017	0.015	0.033	0.698	0.051	-0.422	0.014	0.043	0.071	0.000	0.068	0.040	0.068	0.015
Consumo	0.054	1.000	-0.004	0.002	0.407	0.476	0.706	0.526	-0.021	0.616	0.890	0.008	0.686	0.466	0.763	-0.000
Crescimento_PIB	0.017	-0.004	1.000	0.002	-0.006	0.002	0.003	-0.021	-0.001	-0.009	0.005	0.000	-0.001	0.001	-0.003	0.003
Desemprego	0.015	0.002	0.002	1.000	-0.000	0.012	-0.009	-0.005	-0.007	0.003	-0.002	0.020	0.017	0.019	-0.007	-0.004
Divida_Publica	0.033	0.407	-0.006	-0.000	1.000	0.260	0.367	0.281	-0.012	0.317	0.451	0.026	0.354	0.246	0.394	-0.003
Exportacoes	0.698	0.476	0.002	0.012	0.260	1.000	0.427	0.319	0.002	0.376	0.536	0.023	0.428	0.292	0.468	0.015
Gastos_Governo	0.051	0.706	0.003	-0.009	0.367	0.427	1.000	0.472	-0.017	0.555	0.789	0.000	0.620	0.416	0.678	-0.005
Importacoes	-0.422	0.526	-0.021	-0.005	0.281	0.319	0.472	1.000	-0.018	0.415	0.583	0.009	0.447	0.310	0.499	-0.001
Inflacao	0.014	-0.021	-0.001	-0.007	-0.012	0.002	-0.017	-0.018	1.000	-0.010	-0.018	0.028	-0.019	-0.006	-0.016	-0.003
Investimento	0.043	0.616	-0.009	0.003	0.317	0.376	0.555	0.415	-0.010	1.000	0.686	0.018	0.528	0.368	0.585	-0.006
PIB	0.071	0.890	0.005	-0.002	0.451	0.536	0.789	0.583	-0.018	0.686	1.000	0.017	0.763	0.522	0.849	0.001
Pais	0.000	0.008	0.000	0.020	0.026	0.023	0.000	0.009	0.028	0.018	0.017	1.000	0.023	0.015	0.031	0.007
Producao_Industrial	0.068	0.686	-0.001	0.017	0.354	0.428	0.620	0.447	-0.019	0.528	0.763	0.023	1.000	0.397	0.653	-0.008
Setor_Agricola	0.040	0.466	0.001	0.019	0.246	0.292	0.416	0.310	-0.006	0.368	0.522	0.015	0.397	1.000	0.444	-0.004
Setor_Servicos	0.068	0.763	-0.003	-0.007	0.394	0.468	0.678	0.499	-0.016	0.585	0.849	0.031	0.653	0.444	1.000	-0.010
Taxa_Juros	0.015	-0.000	0.003	-0.004	-0.003	0.015	-0.005	-0.001	-0.003	-0.006	0.001	0.007	-0.008	-0.004	-0.010	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	Pais	Data	PIB	Consumo	Investimento	Gastos_Governo	Exportacoes	Importacoes	Inflacao	Desemprego	Taxa_Juros	Divida_Publica	Producao_Industrial	Setor_Agricola	Setor_Servicos	Balanca_Comercial	Crescimento_PIB
0	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
1	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
2	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
3	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
4	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
5	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
6	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
7	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
8	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17
9	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.6	2033.97	1.17

	Pais	Data	PIB	Consumo	Investimento	Gastos_Governo	Exportacoes	Importacoes	Inflacao	Desemprego	Taxa_Juros	Divida_Publica	Producao_Industrial	Setor_Agricola	Setor_Servicos	Balanca_Comercial	Crescimento_PIB
7331	Egito	22/12/2024	47631.18	28778.96	9267.50	8283.07	13992.84	7086.90	0.61	5.26	9.73	33972.63	10300.02	6597.44	23165.57	6905.95	1.05
7332	Egito	23/12/2024	38571.74	19810.67	7277.10	6635.05	7032.32	4201.60	0.95	4.52	6.16	36056.96	9458.67	4586.50	20754.79	2830.72	0.81
7333	Egito	24/12/2024	39950.87	24790.06	4222.39	6703.62	10879.03	4279.06	0.29	8.66	6.38	45391.32	13167.46	4035.04	20449.28	6599.97	1.23
7334	Egito	25/12/2024	47894.16	28897.66	8352.57	11121.62	8066.89	6024.74	0.30	7.64	9.30	17114.78	15655.96	4934.04	20156.74	2042.15	-0.37
7335	Egito	26/12/2024	44778.65	31146.95	4905.15	6781.30	8211.76	4551.51	0.10	7.59	6.09	31036.11	11256.62	5344.62	22499.55	3660.25	-0.54
7336	Egito	27/12/2024	33317.56	19399.75	6474.34	6832.61	5416.33	4537.43	0.30	12.54	5.81	15595.97	7550.88	2178.01	18611.13	878.89	1.36
7337	Egito	28/12/2024	41022.06	27008.04	7659.60	7147.08	6239.87	6358.85	0.80	3.82	8.41	41755.11	10553.73	3118.31	18726.71	-118.99	1.11
7338	Egito	29/12/2024	37722.65	23167.07	5645.40	8499.78	6230.14	7857.74	0.57	4.19	9.20	39090.49	8457.50	2229.29	17242.90	-1627.60	-0.88
7339	Egito	30/12/2024	52429.99	35854.46	6576.09	8112.08	6447.66	6126.54	0.01	4.81	2.51	43330.99	18269.83	7208.37	23889.51	321.12	1.79
7340	Egito	31/12/2024	53644.98	36670.06	8651.03	11859.67	6872.76	10535.30	0.88	7.87	4.28	16778.89	17298.07	5918.11	30232.94	-3662.54	-0.06

Most frequently occurring

	Pais	Data	PIB	Consumo	Investimento	Gastos_Governo	Exportacoes	Importacoes	Inflacao	Desemprego	Taxa_Juros	Divida_Publica	Producao_Industrial	Setor_Agricola	Setor_Servicos	Balanca_Comercial	Crescimento_PIB	# duplicates
0	Brasil	01/01/2024	30199.16	16960.01	4048.93	5507.81	5393.09	3359.12	0.63	9.82	4.62	11264.13	6462.05	3156.13	12300.60	2033.97	1.17	18
3	Indonésia	14/10/2024	44700.43	30318.90	7001.85	11058.20	6854.51	5613.33	0.53	8.11	4.77	17291.85	15445.67	4729.56	25486.37	1241.18	1.05	3
1	Brasil	25/01/2024	52606.77	33504.09	5578.41	11475.61	6938.48	7622.61	0.74	4.96	5.32	43677.18	11818.30	4075.88	27423.53	-684.12	0.38	2
2	Brasil	30/01/2024	47255.09	27228.75	8008.43	8925.66	5083.17	5316.86	0.44	14.88	1.78	52265.25	15967.93	4298.55	23266.76	-233.69	0.51	2

Overview

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring